Data Science Capstone project
Course 9 project

Imports

Load and wrangle indexes data from Wikipedia

View DF shape

Load coordinates data

Add Coordinates

We see more rural Neighbourhoods have lower density, so it's hard to compare them to more central ones as we're using a single Radius parameter for all of them. Let's try to focus on the ones that have a 'Toronto' in their Boroughs for now.

Cluster Neighborhoods

Visualize

Examine Clusters

Results

Neighbourhoods are pretty similar in the central part of Toronto. Most of them have a wide variaty of coffe shops, restaraunts and other entertainment-related places. Business ventures are also highly popular, but are not widely represented in an available data set.